{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "Chapter 11\n",
    "# 用Matplotlib和绘制三维散点图\n",
    "Book_1《编程不难》 | 鸢尾花书：从加减乘除到机器学习"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [],
   "source": [
    "# 导入包\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from sklearn import datasets"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-10T14:44:22.945792Z",
     "end_time": "2024-07-10T14:44:25.002305Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "# 加载鸢尾花数据集\n",
    "iris = datasets.load_iris()\n",
    "# 取出前三个特征作为横纵坐标和高度\n",
    "X = iris.data[:, :3]\n",
    "y = iris.target"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-10T14:44:27.468047Z",
     "end_time": "2024-07-10T14:44:27.498256Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建3D图像对象\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "# 绘制散点图\n",
    "ax.scatter(X[:, 0], X[:, 1], X[:, 2], c=y)\n",
    "\n",
    "# 设置坐标轴标签\n",
    "ax.set_xlabel('Sepal length')\n",
    "ax.set_ylabel('Sepal width')\n",
    "ax.set_zlabel('Petal length')\n",
    "# 设置坐标轴取值范围\n",
    "ax.set_xlim(4, 8);\n",
    "ax.set_ylim(1, 5);\n",
    "ax.set_zlim(0, 8)\n",
    "# 设置正交投影\n",
    "ax.set_proj_type('ortho')\n",
    "# 显示图像\n",
    "plt.show()"
   ],
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